{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b94929ad-0058-47be-9dec-8f6d2398bcc0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing FloorSet-Prime Batches:   0% 0/100 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "area-target data: torch.Size([1, 21]), pins_pos: torch.Size([1, 56, 2]), b2b_connectivity: torch.Size([1, 13, 3]), p2b_connectivity: torch.Size([1, 118, 3]), placement_constraints: torch.Size([1, 21, 5]) polygon_shapes: 21\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing FloorSet-Prime Batches:   0% 0/100 [00:00<?, ?it/s]\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "from torch.utils.data import DataLoader\n",
    "from test_dataset import FloorplanDataset, floorplan_collate\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle, Patch, Circle\n",
    "import matplotlib.patches as patches\n",
    "from shapely.geometry import Polygon, LineString, Point\n",
    "import copy\n",
    "from visualize import get_hard_color, visualize_prime\n",
    "from tqdm import tqdm\n",
    "\n",
    "\n",
    "def main():\n",
    "    root = './'\n",
    "    ds = FloorplanDataset(root)\n",
    "    \n",
    "    # Create DataLoader with no shuffling for effective file caching\n",
    "    dl = DataLoader(\n",
    "        ds, \n",
    "        batch_size=1,#1-layout per configuration \n",
    "        shuffle=False,\n",
    "        collate_fn=floorplan_collate\n",
    "    )\n",
    "    \n",
    "    # Iterate over DataLoader\n",
    "    for batch_idx, batch in tqdm(enumerate(dl), total=len(dl), desc='Processing FloorSet-Prime Batches'):\n",
    "\n",
    "        area_target, b2b_connectivity, p2b_connectivity, pins_pos, placement_constraints = batch[0]\n",
    "        sol, metrics = batch[1]\n",
    "    \n",
    "        # Print sizes of data for debugging\n",
    "        # area_target: bsz x n_blocks - Area targets for each block\n",
    "        # b2b_connectivity: bsz x b2b_edges x edge-weight - Block-to-block connectivity\n",
    "        # p2b_connectivity: bsz x p2b_edges x edge-weight - Pin-to-block connectivity\n",
    "        # pins_pos: bsz x n_pins x 2 - Pins or terminals (x, y) location\n",
    "        # placement_constraints: bsz x n_blocks x 5 - Constraints [fixed, preplaced, multi-instantiation, cluster, boundary]\n",
    "        # sol: bsz x n_blocks - Polygon shape of each block (target solution) containing a list of polygon vertices for each block.\n",
    "        # metrics: [area, num_pins, num_total_nets, num_b2b_nets, num_p2b_nets, num_hardconstraints, b2b_weighted_wl, p2b_weighted_wl]\n",
    "        \n",
    "        print(f'area-target data: {area_target.size()}, '\n",
    "              f'pins_pos: {pins_pos.size()}, '\n",
    "              f'b2b_connectivity: {b2b_connectivity.size()}, '\n",
    "              f'p2b_connectivity: {p2b_connectivity.size()}, '\n",
    "              f'placement_constraints: {placement_constraints.size()}',\n",
    "              f'polygon_shapes: {len(sol[0])}')\n",
    "    \n",
    "        \n",
    "\n",
    "        # Visualize results of the first samples of each batch\n",
    "        for vis_ind in range(1):\n",
    "            layout_ind = str(batch_idx)+'_'+str(vis_ind)\n",
    "            visualize_prime(\n",
    "                sol[vis_ind], \n",
    "                b2b_connectivity[vis_ind], \n",
    "                p2b_connectivity[vis_ind], \n",
    "                pins_pos[vis_ind], \n",
    "                placement_constraints[vis_ind],\n",
    "                layout_ind\n",
    "            )\n",
    "        break\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    main()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eac570e9-cb92-46aa-9b3a-08852b8dc82b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
